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Simon Hadfield

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Preprint Sep 2026

GDB-Reward: From Evaluation Metrics to Training Rewards for Graphic Design

Text-to-image models excel at natural image synthesis but struggle with graphic design, where success depends on satisfying precise constraints on typography, layout, color, and visual communication. While prompt optimization offers an attractive alternative to expensive diffusion model fine-tuning, learning prompts fo...

Adrienne Deganutti, Purvanshi Mehta, Simon Hadfield et al. · 0 citations

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